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A GIS-based zoning of illegal dumping potential for efficient surveillance

机译:基于GIS的非法倾销潜力分区,可实现有效监控

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摘要

To assist in the efficient surveillance against illegal dumping, this study examined and evaluated two methods to illustrate the illegal dumping potential of sites using GIS (Geographic Information System) data. One approach focused on the occurrence of illegal dumping sites; the other on the size of the illegal dumping. Both approaches to zoning were implemented for the Kanto region of Japan, utilizing seven or eight major geographical attributes most closely related to illegal dumping. The zoning results revealed the areas requiring patrols against illegal dumping. Evaluation of the zoning results using the ROC (Receiver Operating Characteristic) curve showed the number of illegal dumping sites detectable under certain surveillance conditions and that the size-based zoning was superior, but this superiority was insignificant for revealing sites with higher potential for large illegal dumping, for which it would be sufficient to use the occurrence-based zoning. The evaluation also showed the contribution of each geographical attribute. Finally, application of the ROC curve to the surveillance planning process was examined, which enables the total social cost of pollution by illegal dumping, rehabilitation of dumping sites, and illegal dumping surveillance to be minimized.
机译:为了帮助对非法倾倒进行有效监视,本研究检查和评估了两种方法来说明使用GIS(地理信息系统)数据进行的站点的非法倾倒潜力。一种方法集中于非法倾倒场所的发生;另一个就非法倾销的规模。两种分区方法都是在日本关东地区实施的,利用了与非法倾倒最密切相关的七个或八个主要地理属性。分区结果显示,需要巡逻的地区禁止非法倾倒。使用ROC(接收器工作特性)曲线评估分区结果显示,在某些监视条件下可检测到非法倾倒场所的数量,并且基于大小的分区是优越的,但是这种优势对于揭示具有更大可能性的大型非法活动却微不足道。转储,使用基于事件的分区就足够了。评估还显示了每个地理属性的贡献。最后,研究了将ROC曲线应用于监视计划过程,从而使非法倾倒,倾倒场的修复和非法倾倒监视所造成的污染的总社会成本最小化。

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